Learning Path
1
Math Foundations
4-6 weeksLinear Algebra
Calculus
Probability & Statistics
Optimization
Python & NumPy
Data Visualization
2
Classical ML
8-10 weeksRegression
Classification
Clustering
Decision Trees & Ensembles
Model Selection
Feature Engineering
3
Deep Learning
10-12 weeksNeural Networks
CNNs
RNNs & LSTMs
Transformers
Transfer Learning
TensorFlow / PyTorch
4
Production AI
12+ weeksMLOps
Model Deployment
A/B Testing
LLMs & Prompt Engineering
Responsible AI
System Design for ML
Career Paths
ML Engineer
$110,000 - $170,000
Demand: Very High
AI Research Scientist
$120,000 - $200,000
Demand: High
NLP Engineer
$105,000 - $165,000
Demand: High
Computer Vision Engineer
$100,000 - $160,000
Demand: High
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